Indoor high-precision visible light positioning system using Jaya algorithm

被引:3
|
作者
Cai, Cuicui [1 ]
Fu, Maosheng [1 ]
Meng, Xianmeng [2 ]
Jia, Chaochuan [1 ]
Pei, Mingjing [1 ]
机构
[1] West Anhui Univ, Sch Elect & Informat Engn, Luan 237012, Peoples R China
[2] Hefei Univ Technol, Sch Comp Sci & Informat Engn, Hefei 230601, Peoples R China
关键词
indoor positioning system; received signal strength; visible light communication; Jaya algorithm; location accuracy; OPTIMIZATION ALGORITHM; LOCALIZATION;
D O I
10.3934/mbe.2023454
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Several indoor positioning systems that utilize visible light communication (VLC) have recently been developed. Due to the simple implementation and high precision, most of these systems are dependent on received signal strength (RSS). The position of the receiver can be estimated according to the positioning principle of the RSS. To improve positioning precision, an indoor three-dimensional (3D) visible light positioning (VLP) system with the Jaya algorithm is proposed. In contrast to other positioning algorithms, the Jaya algorithm has a simple structure with only one phase and achieves high accuracy without controlling the parameter settings. The simulation results show that an average error of 1.06 cm is achieved using the Jaya algorithm in 3D indoor positioning. The average errors of 3D positioning using the Harris Hawks optimization algorithm (HHO), ant colony algorithm with an area-based optimization model (ACO-ABOM), and modified artificial fish swam algorithm (MAFSA) are 2.21 cm, 1.86 cm and 1.56 cm, respectively. Furthermore, simulation experiments are performed in motion scenes, where a high-precision positioning error of 0.84 cm is achieved. The proposed algorithm is an efficient method for indoor localization and outperforms other indoor positioning algorithms.
引用
收藏
页码:10358 / 10375
页数:18
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